Dataset statistics
| Number of variables | 17 |
|---|---|
| Number of observations | 54881 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 7.1 MiB |
| Average record size in memory | 136.0 B |
Variable types
| Numeric | 9 |
|---|---|
| Categorical | 8 |
df_index is highly correlated with id | High correlation |
id is highly correlated with df_index | High correlation |
weight is highly correlated with bmi and 1 other fields | High correlation |
ap_hi is highly correlated with ap_lo and 2 other fields | High correlation |
ap_lo is highly correlated with ap_hi and 1 other fields | High correlation |
bmi is highly correlated with weight and 1 other fields | High correlation |
bmi_class is highly correlated with weight and 1 other fields | High correlation |
bp_class is highly correlated with ap_hi and 1 other fields | High correlation |
gender is highly correlated with smoke | High correlation |
height is highly correlated with gender | High correlation |
cholesterol is highly correlated with gluc | High correlation |
gluc is highly correlated with cholesterol | High correlation |
smoke is highly correlated with gender and 1 other fields | High correlation |
alco is highly correlated with smoke | High correlation |
cardio is highly correlated with ap_hi | High correlation |
df_index is uniformly distributed | Uniform |
id is uniformly distributed | Uniform |
df_index has unique values | Unique |
id has unique values | Unique |
bmi_class has 3863 (7.0%) zeros | Zeros |
Reproduction
| Analysis started | 2022-12-09 10:19:34.585624 |
|---|---|
| Analysis finished | 2022-12-09 10:19:56.401299 |
| Duration | 21.82 seconds |
| Software version | pandas-profiling v3.4.0 |
| Download configuration | config.json |
| Distinct | 54881 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 34991.71881 |
| Minimum | 0 |
|---|---|
| Maximum | 69999 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 428.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 3512 |
| Q1 | 17472 |
| median | 34954 |
| Q3 | 52537 |
| 95-th percentile | 66522 |
| Maximum | 69999 |
| Range | 69999 |
| Interquartile range (IQR) | 35065 |
Descriptive statistics
| Standard deviation | 20217.69519 |
|---|---|
| Coefficient of variation (CV) | 0.5777851412 |
| Kurtosis | -1.201013232 |
| Mean | 34991.71881 |
| Median Absolute Deviation (MAD) | 17531 |
| Skewness | 0.002483918404 |
| Sum | 1920380520 |
| Variance | 408755198.9 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 47339 | 1 | < 0.1% |
| 29190 | 1 | < 0.1% |
| 66473 | 1 | < 0.1% |
| 5892 | 1 | < 0.1% |
| 58823 | 1 | < 0.1% |
| 65067 | 1 | < 0.1% |
| 49192 | 1 | < 0.1% |
| 61559 | 1 | < 0.1% |
| 21587 | 1 | < 0.1% |
| 62428 | 1 | < 0.1% |
| Other values (54871) | 54871 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 1 | 1 | |
| 2 | 1 | |
| 3 | 1 | |
| 5 | 1 | |
| 6 | 1 | |
| 7 | 1 | |
| 8 | 1 | |
| 9 | 1 | |
| 10 | 1 |
| Value | Count | Frequency (%) |
| 69999 | 1 | |
| 69998 | 1 | |
| 69997 | 1 | |
| 69996 | 1 | |
| 69994 | 1 | |
| 69993 | 1 | |
| 69992 | 1 | |
| 69991 | 1 | |
| 69990 | 1 | |
| 69989 | 1 |
| Distinct | 54881 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 49961.32993 |
| Minimum | 0 |
|---|---|
| Maximum | 99999 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 428.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 4976 |
| Q1 | 24965 |
| median | 49928 |
| Q3 | 74943 |
| 95-th percentile | 94969 |
| Maximum | 99999 |
| Range | 99999 |
| Interquartile range (IQR) | 49978 |
Descriptive statistics
| Standard deviation | 28865.97933 |
|---|---|
| Coefficient of variation (CV) | 0.5777664319 |
| Kurtosis | -1.199381969 |
| Mean | 49961.32993 |
| Median Absolute Deviation (MAD) | 24987 |
| Skewness | 0.001210067816 |
| Sum | 2741927748 |
| Variance | 833244762.6 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 67617 | 1 | < 0.1% |
| 41703 | 1 | < 0.1% |
| 94898 | 1 | < 0.1% |
| 8366 | 1 | < 0.1% |
| 83956 | 1 | < 0.1% |
| 92870 | 1 | < 0.1% |
| 70227 | 1 | < 0.1% |
| 87891 | 1 | < 0.1% |
| 30836 | 1 | < 0.1% |
| 89148 | 1 | < 0.1% |
| Other values (54871) | 54871 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 1 | 1 | |
| 2 | 1 | |
| 3 | 1 | |
| 8 | 1 | |
| 9 | 1 | |
| 12 | 1 | |
| 13 | 1 | |
| 14 | 1 | |
| 15 | 1 |
| Value | Count | Frequency (%) |
| 99999 | 1 | |
| 99998 | 1 | |
| 99996 | 1 | |
| 99995 | 1 | |
| 99992 | 1 | |
| 99991 | 1 | |
| 99990 | 1 | |
| 99988 | 1 | |
| 99986 | 1 | |
| 99985 | 1 |
age
Real number (ℝ≥0)
| Distinct | 28 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 52.81468997 |
| Minimum | 29 |
|---|---|
| Maximum | 64 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 428.9 KiB |
Quantile statistics
| Minimum | 29 |
|---|---|
| 5-th percentile | 41 |
| Q1 | 48 |
| median | 53 |
| Q3 | 58 |
| 95-th percentile | 63 |
| Maximum | 64 |
| Range | 35 |
| Interquartile range (IQR) | 10 |
Descriptive statistics
| Standard deviation | 6.775996528 |
|---|---|
| Coefficient of variation (CV) | 0.1282975728 |
| Kurtosis | -0.8208755654 |
| Mean | 52.81468997 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | -0.3020382886 |
| Sum | 2898523 |
| Variance | 45.91412895 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 55 | 3091 | 5.6% |
| 53 | 3049 | 5.6% |
| 57 | 2836 | 5.2% |
| 59 | 2829 | 5.2% |
| 54 | 2820 | 5.1% |
| 56 | 2819 | 5.1% |
| 49 | 2696 | 4.9% |
| 58 | 2644 | 4.8% |
| 51 | 2610 | 4.8% |
| 52 | 2599 | 4.7% |
| Other values (18) | 26888 |
| Value | Count | Frequency (%) |
| 29 | 3 | < 0.1% |
| 30 | 1 | < 0.1% |
| 39 | 1412 | |
| 40 | 1300 | |
| 41 | 1510 | |
| 42 | 1094 | |
| 43 | 1593 | |
| 44 | 1195 | |
| 45 | 1630 | |
| 46 | 1285 |
| Value | Count | Frequency (%) |
| 64 | 1723 | |
| 63 | 2132 | |
| 62 | 1736 | |
| 61 | 2099 | |
| 60 | 2496 | |
| 59 | 2829 | |
| 58 | 2644 | |
| 57 | 2836 | |
| 56 | 2819 | |
| 55 | 3091 |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 428.9 KiB |
| 1 | |
|---|---|
| 2 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 54881 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 2 |
| 3rd row | 2 |
| 4th row | 2 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 35711 | |
| 2 | 19170 |
Length
Category Frequency Plot
| Value | Count | Frequency (%) |
| 1 | 35711 | |
| 2 | 19170 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 35711 | |
| 2 | 19170 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 54881 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 35711 | |
| 2 | 19170 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 54881 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 35711 | |
| 2 | 19170 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 54881 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 35711 | |
| 2 | 19170 |
| Distinct | 84 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 164.3915927 |
| Minimum | 100 |
|---|---|
| Maximum | 250 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 428.9 KiB |
Quantile statistics
| Minimum | 100 |
|---|---|
| 5-th percentile | 152 |
| Q1 | 159 |
| median | 165 |
| Q3 | 170 |
| 95-th percentile | 178 |
| Maximum | 250 |
| Range | 150 |
| Interquartile range (IQR) | 11 |
Descriptive statistics
| Standard deviation | 7.96864217 |
|---|---|
| Coefficient of variation (CV) | 0.04847353833 |
| Kurtosis | 1.526689503 |
| Mean | 164.3915927 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | -0.05029660799 |
| Sum | 9021975 |
| Variance | 63.49925803 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 165 | 4581 | 8.3% |
| 160 | 3990 | 7.3% |
| 170 | 3674 | 6.7% |
| 168 | 3436 | 6.3% |
| 164 | 2672 | 4.9% |
| 158 | 2567 | 4.7% |
| 162 | 2564 | 4.7% |
| 169 | 2200 | 4.0% |
| 156 | 2196 | 4.0% |
| 163 | 2028 | 3.7% |
| Other values (74) | 24973 |
| Value | Count | Frequency (%) |
| 100 | 2 | < 0.1% |
| 104 | 2 | < 0.1% |
| 105 | 2 | < 0.1% |
| 108 | 1 | < 0.1% |
| 109 | 1 | < 0.1% |
| 110 | 6 | |
| 111 | 1 | < 0.1% |
| 112 | 1 | < 0.1% |
| 113 | 1 | < 0.1% |
| 117 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 250 | 1 | < 0.1% |
| 207 | 1 | < 0.1% |
| 198 | 10 | |
| 197 | 4 | < 0.1% |
| 196 | 6 | |
| 195 | 5 | |
| 194 | 1 | < 0.1% |
| 193 | 6 | |
| 192 | 9 | |
| 191 | 7 |
| Distinct | 240 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 74.12450538 |
| Minimum | 40 |
|---|---|
| Maximum | 200 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 428.9 KiB |
Quantile statistics
| Minimum | 40 |
|---|---|
| 5-th percentile | 55 |
| Q1 | 65 |
| median | 72 |
| Q3 | 82 |
| 95-th percentile | 100 |
| Maximum | 200 |
| Range | 160 |
| Interquartile range (IQR) | 17 |
Descriptive statistics
| Standard deviation | 14.25051388 |
|---|---|
| Coefficient of variation (CV) | 0.1922510485 |
| Kurtosis | 2.559568857 |
| Mean | 74.12450538 |
| Median Absolute Deviation (MAD) | 8 |
| Skewness | 1.018748821 |
| Sum | 4068026.98 |
| Variance | 203.0771459 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 65 | 3037 | 5.5% |
| 70 | 2988 | 5.4% |
| 68 | 2209 | 4.0% |
| 60 | 2152 | 3.9% |
| 75 | 2114 | 3.9% |
| 80 | 2103 | 3.8% |
| 72 | 1783 | 3.2% |
| 69 | 1695 | 3.1% |
| 78 | 1639 | 3.0% |
| 62 | 1471 | 2.7% |
| Other values (230) | 33690 |
| Value | Count | Frequency (%) |
| 40 | 31 | 0.1% |
| 41 | 30 | 0.1% |
| 42 | 34 | 0.1% |
| 42.2 | 1 | < 0.1% |
| 43 | 50 | 0.1% |
| 44 | 50 | 0.1% |
| 45 | 100 | |
| 46 | 76 | |
| 47 | 89 | |
| 48 | 133 |
| Value | Count | Frequency (%) |
| 200 | 2 | |
| 180 | 4 | |
| 178 | 2 | |
| 172 | 1 | < 0.1% |
| 171 | 1 | < 0.1% |
| 170 | 2 | |
| 169 | 1 | < 0.1% |
| 168 | 2 | |
| 167 | 2 | |
| 166 | 2 |
| Distinct | 97 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 126.5520854 |
| Minimum | 80 |
|---|---|
| Maximum | 200 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 428.9 KiB |
Quantile statistics
| Minimum | 80 |
|---|---|
| 5-th percentile | 100 |
| Q1 | 120 |
| median | 120 |
| Q3 | 140 |
| 95-th percentile | 160 |
| Maximum | 200 |
| Range | 120 |
| Interquartile range (IQR) | 20 |
Descriptive statistics
| Standard deviation | 16.53810059 |
|---|---|
| Coefficient of variation (CV) | 0.1306821657 |
| Kurtosis | 1.317943987 |
| Mean | 126.5520854 |
| Median Absolute Deviation (MAD) | 10 |
| Skewness | 0.833832394 |
| Sum | 6945305 |
| Variance | 273.5087712 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 120 | 22142 | |
| 140 | 7462 | 13.6% |
| 130 | 7102 | 12.9% |
| 110 | 6870 | 12.5% |
| 150 | 3350 | 6.1% |
| 160 | 2214 | 4.0% |
| 100 | 2073 | 3.8% |
| 90 | 785 | 1.4% |
| 170 | 521 | 0.9% |
| 180 | 490 | 0.9% |
| Other values (87) | 1872 | 3.4% |
| Value | Count | Frequency (%) |
| 80 | 76 | 0.1% |
| 85 | 7 | < 0.1% |
| 90 | 785 | 1.4% |
| 93 | 1 | < 0.1% |
| 95 | 28 | 0.1% |
| 96 | 2 | < 0.1% |
| 97 | 1 | < 0.1% |
| 99 | 2 | < 0.1% |
| 100 | 2073 | |
| 101 | 4 | < 0.1% |
| Value | Count | Frequency (%) |
| 200 | 77 | 0.1% |
| 197 | 1 | < 0.1% |
| 195 | 1 | < 0.1% |
| 193 | 2 | < 0.1% |
| 191 | 2 | < 0.1% |
| 190 | 91 | 0.2% |
| 188 | 1 | < 0.1% |
| 185 | 7 | < 0.1% |
| 180 | 490 | |
| 179 | 4 | < 0.1% |
| Distinct | 75 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 81.32477542 |
| Minimum | 50 |
|---|---|
| Maximum | 140 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 428.9 KiB |
Quantile statistics
| Minimum | 50 |
|---|---|
| 5-th percentile | 70 |
| Q1 | 80 |
| median | 80 |
| Q3 | 90 |
| 95-th percentile | 100 |
| Maximum | 140 |
| Range | 90 |
| Interquartile range (IQR) | 10 |
Descriptive statistics
| Standard deviation | 9.444009087 |
|---|---|
| Coefficient of variation (CV) | 0.1161270847 |
| Kurtosis | 1.794702921 |
| Mean | 81.32477542 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 0.3894453676 |
| Sum | 4463185 |
| Variance | 89.18930763 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 80 | 27815 | |
| 90 | 11381 | |
| 70 | 8134 | 14.8% |
| 100 | 3245 | 5.9% |
| 60 | 2177 | 4.0% |
| 110 | 297 | 0.5% |
| 79 | 295 | 0.5% |
| 85 | 235 | 0.4% |
| 75 | 177 | 0.3% |
| 120 | 148 | 0.3% |
| Other values (65) | 977 | 1.8% |
| Value | Count | Frequency (%) |
| 50 | 43 | 0.1% |
| 52 | 2 | < 0.1% |
| 53 | 3 | < 0.1% |
| 54 | 1 | < 0.1% |
| 55 | 4 | < 0.1% |
| 56 | 1 | < 0.1% |
| 57 | 3 | < 0.1% |
| 58 | 4 | < 0.1% |
| 59 | 15 | < 0.1% |
| 60 | 2177 |
| Value | Count | Frequency (%) |
| 140 | 21 | < 0.1% |
| 135 | 1 | < 0.1% |
| 130 | 24 | < 0.1% |
| 126 | 1 | < 0.1% |
| 125 | 2 | < 0.1% |
| 122 | 1 | < 0.1% |
| 121 | 1 | < 0.1% |
| 120 | 148 | |
| 119 | 2 | < 0.1% |
| 118 | 1 | < 0.1% |
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 428.9 KiB |
| 1 | |
|---|---|
| 2 | |
| 3 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 54881 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 2 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 41169 | |
| 2 | 7455 | 13.6% |
| 3 | 6257 | 11.4% |
Length
Category Frequency Plot
| Value | Count | Frequency (%) |
| 1 | 41169 | |
| 2 | 7455 | 13.6% |
| 3 | 6257 | 11.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 41169 | |
| 2 | 7455 | 13.6% |
| 3 | 6257 | 11.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 54881 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 41169 | |
| 2 | 7455 | 13.6% |
| 3 | 6257 | 11.4% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 54881 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 41169 | |
| 2 | 7455 | 13.6% |
| 3 | 6257 | 11.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 54881 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 41169 | |
| 2 | 7455 | 13.6% |
| 3 | 6257 | 11.4% |
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 428.9 KiB |
| 1 | |
|---|---|
| 3 | 4116 |
| 2 | 4061 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 54881 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 46704 | |
| 3 | 4116 | 7.5% |
| 2 | 4061 | 7.4% |
Length
Category Frequency Plot
| Value | Count | Frequency (%) |
| 1 | 46704 | |
| 3 | 4116 | 7.5% |
| 2 | 4061 | 7.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 46704 | |
| 3 | 4116 | 7.5% |
| 2 | 4061 | 7.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 54881 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 46704 | |
| 3 | 4116 | 7.5% |
| 2 | 4061 | 7.4% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 54881 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 46704 | |
| 3 | 4116 | 7.5% |
| 2 | 4061 | 7.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 54881 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 46704 | |
| 3 | 4116 | 7.5% |
| 2 | 4061 | 7.4% |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 428.9 KiB |
| 0 | |
|---|---|
| 1 | 4867 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 54881 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 50014 | |
| 1 | 4867 | 8.9% |
Length
Category Frequency Plot
| Value | Count | Frequency (%) |
| 0 | 50014 | |
| 1 | 4867 | 8.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 50014 | |
| 1 | 4867 | 8.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 54881 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 50014 | |
| 1 | 4867 | 8.9% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 54881 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 50014 | |
| 1 | 4867 | 8.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 54881 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 50014 | |
| 1 | 4867 | 8.9% |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 428.9 KiB |
| 0 | |
|---|---|
| 1 | 2996 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 54881 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 51885 | |
| 1 | 2996 | 5.5% |
Length
Category Frequency Plot
| Value | Count | Frequency (%) |
| 0 | 51885 | |
| 1 | 2996 | 5.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 51885 | |
| 1 | 2996 | 5.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 54881 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 51885 | |
| 1 | 2996 | 5.5% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 54881 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 51885 | |
| 1 | 2996 | 5.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 54881 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 51885 | |
| 1 | 2996 | 5.5% |
active
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 428.9 KiB |
| 1 | |
|---|---|
| 0 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 54881 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 0 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 44093 | |
| 0 | 10788 | 19.7% |
Length
Category Frequency Plot
| Value | Count | Frequency (%) |
| 1 | 44093 | |
| 0 | 10788 | 19.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 44093 | |
| 0 | 10788 | 19.7% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 54881 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 44093 | |
| 0 | 10788 | 19.7% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 54881 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 44093 | |
| 0 | 10788 | 19.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 54881 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 44093 | |
| 0 | 10788 | 19.7% |
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 428.9 KiB |
| 2 | |
|---|---|
| 3 | |
| 0 | |
| 1 | 2510 |
| 4 | 142 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 54881 |
|---|---|
| Distinct characters | 5 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 2 |
|---|---|
| 2nd row | 3 |
| 3rd row | 3 |
| 4th row | 2 |
| 5th row | 2 |
Common Values
| Value | Count | Frequency (%) |
| 2 | 31832 | |
| 3 | 12802 | |
| 0 | 7595 | 13.8% |
| 1 | 2510 | 4.6% |
| 4 | 142 | 0.3% |
Length
Category Frequency Plot
| Value | Count | Frequency (%) |
| 2 | 31832 | |
| 3 | 12802 | |
| 0 | 7595 | 13.8% |
| 1 | 2510 | 4.6% |
| 4 | 142 | 0.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| 2 | 31832 | |
| 3 | 12802 | |
| 0 | 7595 | 13.8% |
| 1 | 2510 | 4.6% |
| 4 | 142 | 0.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 54881 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 2 | 31832 | |
| 3 | 12802 | |
| 0 | 7595 | 13.8% |
| 1 | 2510 | 4.6% |
| 4 | 142 | 0.3% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 54881 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 2 | 31832 | |
| 3 | 12802 | |
| 0 | 7595 | 13.8% |
| 1 | 2510 | 4.6% |
| 4 | 142 | 0.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 54881 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 2 | 31832 | |
| 3 | 12802 | |
| 0 | 7595 | 13.8% |
| 1 | 2510 | 4.6% |
| 4 | 142 | 0.3% |
| Distinct | 2093 |
|---|---|
| Distinct (%) | 3.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 23.68094386 |
| Minimum | 12.14 |
|---|---|
| Maximum | 80.24 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 428.9 KiB |
Quantile statistics
| Minimum | 12.14 |
|---|---|
| 5-th percentile | 18.04 |
| Q1 | 20.71 |
| median | 22.9 |
| Q3 | 26.03 |
| 95-th percentile | 31.78 |
| Maximum | 80.24 |
| Range | 68.1 |
| Interquartile range (IQR) | 5.32 |
Descriptive statistics
| Standard deviation | 4.385587751 |
|---|---|
| Coefficient of variation (CV) | 0.1851948038 |
| Kurtosis | 4.273553907 |
| Mean | 23.68094386 |
| Median Absolute Deviation (MAD) | 2.55 |
| Skewness | 1.257398333 |
| Sum | 1299633.88 |
| Variance | 19.23337993 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 20.71 | 748 | 1.4% |
| 19.79 | 522 | 1.0% |
| 21.55 | 503 | 0.9% |
| 22.3 | 404 | 0.7% |
| 21.85 | 370 | 0.7% |
| 22.16 | 354 | 0.6% |
| 19.12 | 341 | 0.6% |
| 23.09 | 340 | 0.6% |
| 22.78 | 332 | 0.6% |
| 20.07 | 324 | 0.6% |
| Other values (2083) | 50643 |
| Value | Count | Frequency (%) |
| 12.14 | 1 | < 0.1% |
| 12.75 | 1 | < 0.1% |
| 12.88 | 2 | |
| 13.02 | 1 | < 0.1% |
| 13.1 | 1 | < 0.1% |
| 13.16 | 1 | < 0.1% |
| 13.26 | 1 | < 0.1% |
| 13.29 | 3 | |
| 13.38 | 3 | |
| 13.47 | 3 |
| Value | Count | Frequency (%) |
| 80.24 | 1 | |
| 77.33 | 1 | |
| 76.84 | 1 | |
| 70.21 | 1 | |
| 69.11 | 1 | |
| 62.29 | 1 | |
| 57.43 | 1 | |
| 56.72 | 2 | |
| 55.71 | 1 | |
| 55.67 | 1 |
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.353073013 |
| Minimum | 0 |
|---|---|
| Maximum | 5 |
| Zeros | 3863 |
| Zeros (%) | 7.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 428.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 1 |
| Q3 | 2 |
| 95-th percentile | 3 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 0.7988181895 |
|---|---|
| Coefficient of variation (CV) | 0.5903733074 |
| Kurtosis | 2.510469159 |
| Mean | 1.353073013 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.237117311 |
| Sum | 74258 |
| Variance | 0.6381104999 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 33657 | |
| 2 | 12738 | 23.2% |
| 0 | 3863 | 7.0% |
| 3 | 3611 | 6.6% |
| 4 | 768 | 1.4% |
| 5 | 244 | 0.4% |
| Value | Count | Frequency (%) |
| 0 | 3863 | 7.0% |
| 1 | 33657 | |
| 2 | 12738 | 23.2% |
| 3 | 3611 | 6.6% |
| 4 | 768 | 1.4% |
| 5 | 244 | 0.4% |
| Value | Count | Frequency (%) |
| 5 | 244 | 0.4% |
| 4 | 768 | 1.4% |
| 3 | 3611 | 6.6% |
| 2 | 12738 | 23.2% |
| 1 | 33657 | |
| 0 | 3863 | 7.0% |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 428.9 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 54881 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 27738 | |
| 1 | 27143 |
Length
Category Frequency Plot
| Value | Count | Frequency (%) |
| 0 | 27738 | |
| 1 | 27143 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 27738 | |
| 1 | 27143 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 54881 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 27738 | |
| 1 | 27143 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 54881 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 27738 | |
| 1 | 27143 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 54881 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 27738 | |
| 1 | 27143 |
Auto
The auto setting is an easily interpretable pairwise column metric of the following mapping: vartype-vartype : method, categorical-categorical : Cramer's V, numerical-categorical : Cramer's V (using a discretized numerical column), numerical-numerical : Spearman's ρ. This configuration uses the best suitable for each pair of columns.Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Cramér's V (φc)
Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.First rows
| df_index | id | age | gender | height | weight | ap_hi | ap_lo | cholesterol | gluc | smoke | alco | active | bp_class | bmi | bmi_class | cardio | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 47339 | 67617 | 59 | 1 | 154 | 80.0 | 130 | 90 | 2 | 1 | 0 | 0 | 1 | 2 | 27.51 | 2 | 1 |
| 1 | 67456 | 96320 | 45 | 2 | 162 | 70.0 | 140 | 90 | 1 | 1 | 0 | 0 | 0 | 3 | 22.77 | 1 | 1 |
| 2 | 12308 | 17571 | 57 | 2 | 174 | 92.0 | 150 | 100 | 1 | 1 | 0 | 0 | 1 | 3 | 27.54 | 2 | 1 |
| 3 | 32557 | 46492 | 64 | 2 | 173 | 76.0 | 120 | 82 | 1 | 1 | 0 | 0 | 1 | 2 | 22.91 | 1 | 1 |
| 4 | 664 | 945 | 55 | 1 | 160 | 60.0 | 120 | 80 | 1 | 1 | 0 | 0 | 1 | 2 | 19.79 | 1 | 0 |
| 5 | 21003 | 29995 | 59 | 1 | 156 | 120.0 | 120 | 80 | 3 | 2 | 0 | 0 | 1 | 2 | 40.70 | 5 | 1 |
| 6 | 29637 | 42373 | 50 | 2 | 179 | 87.0 | 110 | 80 | 1 | 1 | 0 | 0 | 1 | 2 | 25.16 | 2 | 0 |
| 7 | 57937 | 82685 | 63 | 1 | 168 | 79.0 | 150 | 90 | 1 | 1 | 0 | 0 | 1 | 3 | 24.65 | 1 | 1 |
| 8 | 23680 | 33853 | 55 | 2 | 180 | 103.0 | 120 | 80 | 3 | 1 | 0 | 0 | 1 | 2 | 29.58 | 2 | 1 |
| 9 | 26306 | 37576 | 63 | 2 | 166 | 70.0 | 120 | 80 | 1 | 1 | 0 | 0 | 1 | 2 | 22.15 | 1 | 1 |
Last rows
| df_index | id | age | gender | height | weight | ap_hi | ap_lo | cholesterol | gluc | smoke | alco | active | bp_class | bmi | bmi_class | cardio | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 54871 | 67221 | 95976 | 40 | 1 | 150 | 54.0 | 110 | 60 | 1 | 1 | 0 | 0 | 1 | 0 | 19.09 | 1 | 0 |
| 54872 | 41090 | 58719 | 40 | 1 | 146 | 47.0 | 110 | 80 | 1 | 1 | 0 | 0 | 1 | 2 | 17.08 | 0 | 0 |
| 54873 | 16023 | 22883 | 40 | 1 | 169 | 63.0 | 120 | 80 | 1 | 1 | 0 | 0 | 1 | 2 | 19.53 | 1 | 0 |
| 54874 | 60263 | 86039 | 50 | 1 | 162 | 83.0 | 130 | 90 | 3 | 1 | 0 | 0 | 1 | 2 | 27.00 | 2 | 0 |
| 54875 | 44131 | 63047 | 53 | 1 | 169 | 61.0 | 170 | 90 | 2 | 2 | 0 | 0 | 0 | 3 | 18.91 | 1 | 1 |
| 54876 | 37194 | 53137 | 43 | 2 | 170 | 75.0 | 150 | 80 | 1 | 1 | 1 | 0 | 1 | 2 | 23.08 | 1 | 1 |
| 54877 | 6265 | 8918 | 63 | 2 | 162 | 73.0 | 160 | 90 | 1 | 1 | 0 | 0 | 1 | 3 | 23.75 | 1 | 1 |
| 54878 | 54886 | 78302 | 64 | 1 | 169 | 74.0 | 120 | 80 | 1 | 1 | 0 | 0 | 1 | 2 | 22.93 | 1 | 0 |
| 54879 | 860 | 1197 | 49 | 1 | 167 | 70.0 | 120 | 80 | 1 | 1 | 0 | 0 | 0 | 2 | 22.00 | 1 | 0 |
| 54880 | 15795 | 22556 | 41 | 2 | 177 | 64.0 | 120 | 80 | 1 | 1 | 0 | 0 | 1 | 2 | 18.77 | 1 | 0 |